Work

Modeling uncertainty, unawareness, and underspecification among Structural Causal Models

Year: 2025

Type: article

Abstract: We argue that linguistic communication of information about causal relations frequently involves epistemic states of not only uncertainty about, but also unawareness of causal facts. We propose a simple model of Causal Beliefs with Unawareness (CBU), which augments Structural Causal Models with additional structure to model both uncertainty and unawareness.

Source: Proceedings of Sinn und Bedeutung

DOI: 10.18148/sub/2024.v29.1289

Authors: Snider, Todd, Franke, Michael

Language: English

Topic: Bayesian Modeling and Causal Inference

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: diamond

OpenAlex ID: W7082645294

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